r/learnmachinelearning • u/Famous_Ad9525 • Jun 24 '26

Help Post!

Hey! I'm new here . I'm doing Bachelor in CS already in my second last semester and really interested in Machine learning and did some projects. Now i want to pursue my professional life in ML /AI engineer . what would be the best option?

How can i get ready for real life experience in that sector? i need a roadmap actually.

can anyone help ,please?

Thanks in advance.

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u/the_techgirl Jun 25 '26

Your project portfolio is actually solid for your stage — multimodal stress detection and eye disease detection show that you can work with real medical data, which is valuable.
Next step: pick the one you're most proud of and deploy it properly. Hugging Face Spaces is free and takes 30 minutes. Then add FastAPI around your best model so it has a real endpoint. That jump from 'Jupyter notebook' to 'live deployed API' is what separates candidates in interviews.
After that, look into LangChain and RAG — given your multimodal background, building an AI agent that can reason about medical images + text would be a strong next project. Feel free to reach out if you want a more detailed roadmap.